Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 850 |
| Missing cells | 2540 |
| Missing cells (%) | 19.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 99.7 KiB |
| Average record size in memory | 120.2 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 7 |
name has a high cardinality: 849 distinct values | High cardinality |
ticket has a high cardinality: 660 distinct values | High cardinality |
cabin has a high cardinality: 135 distinct values | High cardinality |
home.dest has a high cardinality: 272 distinct values | High cardinality |
passenger_id is highly correlated with pclass and 1 other fields | High correlation |
pclass is highly correlated with passenger_id and 3 other fields | High correlation |
fare is highly correlated with pclass and 1 other fields | High correlation |
sex is highly correlated with survived | High correlation |
embarked is highly correlated with pclass and 1 other fields | High correlation |
boat is highly correlated with passenger_id and 3 other fields | High correlation |
survived is highly correlated with sex | High correlation |
age has 174 (20.5%) missing values | Missing |
cabin has 659 (77.5%) missing values | Missing |
boat has 542 (63.8%) missing values | Missing |
body has 777 (91.4%) missing values | Missing |
home.dest has 386 (45.4%) missing values | Missing |
name is uniformly distributed | Uniform |
ticket is uniformly distributed | Uniform |
cabin is uniformly distributed | Uniform |
passenger_id has unique values | Unique |
sibsp has 573 (67.4%) zeros | Zeros |
parch has 651 (76.6%) zeros | Zeros |
fare has 11 (1.3%) zeros | Zeros |
survived has 537 (63.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-02 10:46:14.203333 |
|---|---|
| Analysis finished | 2022-11-02 10:46:33.861198 |
| Duration | 19.66 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 850 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 662.8164706 |
| Minimum | 1 |
|---|---|
| Maximum | 1307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 59.9 |
| Q1 | 332.25 |
| median | 676.5 |
| Q3 | 992.25 |
| 95-th percentile | 1240.55 |
| Maximum | 1307 |
| Range | 1306 |
| Interquartile range (IQR) | 660 |
Descriptive statistics
| Standard deviation | 380.7519362 |
|---|---|
| Coefficient of variation (CV) | 0.5744454961 |
| Kurtosis | -1.20606183 |
| Mean | 662.8164706 |
| Median Absolute Deviation (MAD) | 328 |
| Skewness | -0.05290275353 |
| Sum | 563394 |
| Variance | 144972.0369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1216 | 1 | 0.1% |
| 802 | 1 | 0.1% |
| 675 | 1 | 0.1% |
| 1118 | 1 | 0.1% |
| 1247 | 1 | 0.1% |
| 567 | 1 | 0.1% |
| 790 | 1 | 0.1% |
| 711 | 1 | 0.1% |
| 985 | 1 | 0.1% |
| 1174 | 1 | 0.1% |
| Other values (840) | 840 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 |
| Value | Count | Frequency (%) |
| 1307 | 1 | |
| 1306 | 1 | |
| 1304 | 1 | |
| 1303 | 1 | |
| 1302 | 1 | |
| 1301 | 1 | |
| 1300 | 1 | |
| 1299 | 1 | |
| 1298 | 1 | |
| 1294 | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.32 |
| Minimum | 1 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8385303201 |
|---|---|
| Coefficient of variation (CV) | 0.3614354828 |
| Kurtosis | -1.260690632 |
| Mean | 2.32 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.6586707312 |
| Sum | 1972 |
| Variance | 0.7031330978 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 3 | 478 | |
| 1 | 206 | |
| 2 | 166 | 19.5% |
| Value | Count | Frequency (%) |
| 1 | 206 | |
| 2 | 166 | 19.5% |
| 3 | 478 |
| Value | Count | Frequency (%) |
| 3 | 478 | |
| 2 | 166 | 19.5% |
| 1 | 206 |
| Distinct | 849 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 KiB |
| Kelly, Mr. James | 2 |
|---|---|
| Smyth, Miss. Julia | 1 |
| Flynn, Mr. John | 1 |
| Birkeland, Mr. Hans Martin Monsen | 1 |
| Peltomaki, Mr. Nikolai Johannes | 1 |
| Other values (844) |
Length
| Max length | 82 |
|---|---|
| Median length | 53 |
| Mean length | 26.88235294 |
| Min length | 12 |
Characters and Unicode
| Total characters | 22850 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 848 ? |
|---|---|
| Unique (%) | 99.8% |
Sample
| 1st row | Smyth, Miss. Julia |
|---|---|
| 2nd row | Cacic, Mr. Luka |
| 3rd row | Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) |
| 4th row | Hocking, Mrs. Elizabeth (Eliza Needs) |
| 5th row | Veal, Mr. James |
Common Values
| Value | Count | Frequency (%) |
| Kelly, Mr. James | 2 | 0.2% |
| Smyth, Miss. Julia | 1 | 0.1% |
| Flynn, Mr. John | 1 | 0.1% |
| Birkeland, Mr. Hans Martin Monsen | 1 | 0.1% |
| Peltomaki, Mr. Nikolai Johannes | 1 | 0.1% |
| Thorneycroft, Mrs. Percival (Florence Kate White) | 1 | 0.1% |
| Stokes, Mr. Philip Joseph | 1 | 0.1% |
| Elias, Mr. Joseph | 1 | 0.1% |
| Carver, Mr. Alfred John | 1 | 0.1% |
| Madsen, Mr. Fridtjof Arne | 1 | 0.1% |
| Other values (839) | 839 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mr | 492 | 14.2% |
| miss | 171 | 5.0% |
| mrs | 124 | 3.6% |
| william | 51 | 1.5% |
| master | 46 | 1.3% |
| john | 45 | 1.3% |
| henry | 27 | 0.8% |
| james | 24 | 0.7% |
| thomas | 23 | 0.7% |
| george | 22 | 0.6% |
| Other values (1466) | 2428 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2606 | 11.4% | |
| r | 1872 | 8.2% |
| e | 1634 | 7.2% |
| a | 1564 | 6.8% |
| s | 1261 | 5.5% |
| i | 1238 | 5.4% |
| n | 1228 | 5.4% |
| M | 1059 | 4.6% |
| l | 990 | 4.3% |
| o | 972 | 4.3% |
| Other values (50) | 8426 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14692 | |
| Uppercase Letter | 3475 | 15.2% |
| Space Separator | 2606 | 11.4% |
| Other Punctuation | 1793 | 7.8% |
| Close Punctuation | 136 | 0.6% |
| Open Punctuation | 136 | 0.6% |
| Dash Punctuation | 12 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1872 | |
| e | 1634 | |
| a | 1564 | |
| s | 1261 | |
| i | 1238 | |
| n | 1228 | |
| l | 990 | 6.7% |
| o | 972 | 6.6% |
| t | 651 | 4.4% |
| h | 495 | 3.4% |
| Other values (16) | 2787 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1059 | |
| A | 235 | 6.8% |
| J | 214 | 6.2% |
| H | 176 | 5.1% |
| C | 175 | 5.0% |
| S | 174 | 5.0% |
| E | 173 | 5.0% |
| W | 140 | 4.0% |
| B | 134 | 3.9% |
| L | 123 | 3.5% |
| Other values (15) | 872 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 851 | |
| , | 850 | |
| " | 84 | 4.7% |
| ' | 7 | 0.4% |
| / | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 2606 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 136 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 136 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 12 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18167 | |
| Common | 4683 | 20.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1872 | 10.3% |
| e | 1634 | 9.0% |
| a | 1564 | 8.6% |
| s | 1261 | 6.9% |
| i | 1238 | 6.8% |
| n | 1228 | 6.8% |
| M | 1059 | 5.8% |
| l | 990 | 5.4% |
| o | 972 | 5.4% |
| t | 651 | 3.6% |
| Other values (41) | 5698 |
Common
| Value | Count | Frequency (%) |
| 2606 | ||
| . | 851 | 18.2% |
| , | 850 | 18.2% |
| ) | 136 | 2.9% |
| ( | 136 | 2.9% |
| " | 84 | 1.8% |
| - | 12 | 0.3% |
| ' | 7 | 0.1% |
| / | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2606 | 11.4% | |
| r | 1872 | 8.2% |
| e | 1634 | 7.2% |
| a | 1564 | 6.8% |
| s | 1261 | 5.5% |
| i | 1238 | 5.4% |
| n | 1228 | 5.4% |
| M | 1059 | 4.6% |
| l | 990 | 4.3% |
| o | 972 | 4.3% |
| Other values (50) | 8426 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.703529412 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3998 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | female |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 551 | |
| female | 299 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| male | 551 | |
| female | 299 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1149 | |
| m | 850 | |
| a | 850 | |
| l | 850 | |
| f | 299 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3998 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1149 | |
| m | 850 | |
| a | 850 | |
| l | 850 | |
| f | 299 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3998 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1149 | |
| m | 850 | |
| a | 850 | |
| l | 850 | |
| f | 299 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3998 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1149 | |
| m | 850 | |
| a | 850 | |
| l | 850 | |
| f | 299 | 7.5% |
| Distinct | 88 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 174 |
| Missing (%) | 20.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.51984719 |
| Minimum | 0.1667 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0.1667 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20 |
| median | 28 |
| Q3 | 37 |
| 95-th percentile | 57 |
| Maximum | 80 |
| Range | 79.8333 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 14.56224343 |
|---|---|
| Coefficient of variation (CV) | 0.4933034829 |
| Kurtosis | 0.1778536956 |
| Mean | 29.51984719 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.4582167135 |
| Sum | 19955.4167 |
| Variance | 212.0589338 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18 | 32 | 3.8% |
| 30 | 30 | 3.5% |
| 24 | 29 | 3.4% |
| 22 | 28 | 3.3% |
| 25 | 26 | 3.1% |
| 36 | 25 | 2.9% |
| 28 | 24 | 2.8% |
| 21 | 24 | 2.8% |
| 29 | 19 | 2.2% |
| 32 | 19 | 2.2% |
| Other values (78) | 420 | |
| (Missing) | 174 |
| Value | Count | Frequency (%) |
| 0.1667 | 1 | 0.1% |
| 0.4167 | 1 | 0.1% |
| 0.6667 | 1 | 0.1% |
| 0.75 | 1 | 0.1% |
| 0.8333 | 3 | 0.4% |
| 0.9167 | 1 | 0.1% |
| 1 | 4 | 0.5% |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 7 |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 76 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 70 | 2 | |
| 67 | 1 | 0.1% |
| 65 | 2 | |
| 64 | 3 | |
| 63 | 2 | |
| 62 | 3 | |
| 61 | 3 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5223529412 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 573 |
| Zeros (%) | 67.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.112132097 |
|---|---|
| Coefficient of variation (CV) | 2.129081718 |
| Kurtosis | 20.01527311 |
| Mean | 0.5223529412 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.937364703 |
| Sum | 444 |
| Variance | 1.236837802 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 573 | |
| 1 | 213 | 25.1% |
| 2 | 25 | 2.9% |
| 4 | 14 | 1.6% |
| 3 | 12 | 1.4% |
| 8 | 8 | 0.9% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 573 | |
| 1 | 213 | 25.1% |
| 2 | 25 | 2.9% |
| 3 | 12 | 1.4% |
| 4 | 14 | 1.6% |
| 5 | 5 | 0.6% |
| 8 | 8 | 0.9% |
| Value | Count | Frequency (%) |
| 8 | 8 | 0.9% |
| 5 | 5 | 0.6% |
| 4 | 14 | 1.6% |
| 3 | 12 | 1.4% |
| 2 | 25 | 2.9% |
| 1 | 213 | 25.1% |
| 0 | 573 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3823529412 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 651 |
| Zeros (%) | 76.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8795111168 |
|---|---|
| Coefficient of variation (CV) | 2.300259844 |
| Kurtosis | 26.54875593 |
| Mean | 0.3823529412 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.05758874 |
| Sum | 325 |
| Variance | 0.7735398046 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 651 | |
| 1 | 113 | 13.3% |
| 2 | 72 | 8.5% |
| 4 | 5 | 0.6% |
| 3 | 3 | 0.4% |
| 5 | 3 | 0.4% |
| 9 | 2 | 0.2% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 651 | |
| 1 | 113 | 13.3% |
| 2 | 72 | 8.5% |
| 3 | 3 | 0.4% |
| 4 | 5 | 0.6% |
| 5 | 3 | 0.4% |
| 6 | 1 | 0.1% |
| 9 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 9 | 2 | 0.2% |
| 6 | 1 | 0.1% |
| 5 | 3 | 0.4% |
| 4 | 5 | 0.6% |
| 3 | 3 | 0.4% |
| 2 | 72 | 8.5% |
| 1 | 113 | 13.3% |
| 0 | 651 |
| Distinct | 660 |
|---|---|
| Distinct (%) | 77.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 KiB |
| CA. 2343 | 10 |
|---|---|
| 1601 | 8 |
| S.O.C. 14879 | 6 |
| CA 2144 | 6 |
| PC 17608 | 6 |
| Other values (655) |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.742352941 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5731 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 542 ? |
|---|---|
| Unique (%) | 63.8% |
Sample
| 1st row | 335432 |
|---|---|
| 2nd row | 315089 |
| 3rd row | 345773 |
| 4th row | 29105 |
| 5th row | 28221 |
Common Values
| Value | Count | Frequency (%) |
| CA. 2343 | 10 | 1.2% |
| 1601 | 8 | 0.9% |
| S.O.C. 14879 | 6 | 0.7% |
| CA 2144 | 6 | 0.7% |
| PC 17608 | 6 | 0.7% |
| 347082 | 6 | 0.7% |
| 113503 | 5 | 0.6% |
| 382652 | 5 | 0.6% |
| 113781 | 5 | 0.6% |
| 113760 | 4 | 0.5% |
| Other values (650) | 789 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| pc | 58 | 5.4% |
| c.a | 31 | 2.9% |
| ca | 17 | 1.6% |
| a/5 | 17 | 1.6% |
| 2343 | 10 | 0.9% |
| soton/o.q | 10 | 0.9% |
| sc/paris | 10 | 0.9% |
| w./c | 9 | 0.8% |
| 1601 | 8 | 0.7% |
| 2 | 8 | 0.7% |
| Other values (686) | 903 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 742 | |
| 1 | 637 | |
| 2 | 557 | |
| 7 | 455 | 7.9% |
| 4 | 417 | 7.3% |
| 6 | 414 | 7.2% |
| 0 | 397 | 6.9% |
| 5 | 383 | 6.7% |
| 9 | 300 | 5.2% |
| 8 | 273 | 4.8% |
| Other values (25) | 1156 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4575 | |
| Uppercase Letter | 614 | 10.7% |
| Other Punctuation | 291 | 5.1% |
| Space Separator | 231 | 4.0% |
| Lowercase Letter | 20 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 159 | |
| A | 91 | |
| O | 86 | |
| P | 84 | |
| S | 63 | 10.3% |
| N | 34 | 5.5% |
| T | 31 | 5.0% |
| Q | 17 | 2.8% |
| W | 13 | 2.1% |
| I | 10 | 1.6% |
| Other values (6) | 26 | 4.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 742 | |
| 1 | 637 | |
| 2 | 557 | |
| 7 | 455 | |
| 4 | 417 | |
| 6 | 414 | |
| 0 | 397 | |
| 5 | 383 | |
| 9 | 300 | |
| 8 | 273 | 6.0% |
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 5 | |
| a | 5 | |
| r | 4 | |
| i | 4 | |
| l | 1 | 5.0% |
| e | 1 | 5.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 203 | |
| / | 88 |
Space Separator
| Value | Count | Frequency (%) |
| 231 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5097 | |
| Latin | 634 | 11.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 159 | |
| A | 91 | |
| O | 86 | |
| P | 84 | |
| S | 63 | 9.9% |
| N | 34 | 5.4% |
| T | 31 | 4.9% |
| Q | 17 | 2.7% |
| W | 13 | 2.1% |
| I | 10 | 1.6% |
| Other values (12) | 46 | 7.3% |
Common
| Value | Count | Frequency (%) |
| 3 | 742 | |
| 1 | 637 | |
| 2 | 557 | |
| 7 | 455 | |
| 4 | 417 | |
| 6 | 414 | |
| 0 | 397 | |
| 5 | 383 | |
| 9 | 300 | |
| 8 | 273 | 5.4% |
| Other values (3) | 522 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5731 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 742 | |
| 1 | 637 | |
| 2 | 557 | |
| 7 | 455 | 7.9% |
| 4 | 417 | 7.3% |
| 6 | 414 | 7.2% |
| 0 | 397 | 6.9% |
| 5 | 383 | 6.7% |
| 9 | 300 | 5.2% |
| 8 | 273 | 4.8% |
| Other values (25) | 1156 |
| Distinct | 236 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.01270094 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 11 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.8958 |
| median | 14.1083 |
| Q3 | 31 |
| 95-th percentile | 134.5 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.1042 |
Descriptive statistics
| Standard deviation | 53.70577927 |
|---|---|
| Coefficient of variation (CV) | 1.5789919 |
| Kurtosis | 26.1104364 |
| Mean | 34.01270094 |
| Median Absolute Deviation (MAD) | 6.6125 |
| Skewness | 4.308892269 |
| Sum | 28876.7831 |
| Variance | 2884.310727 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 42 | 4.9% |
| 8.05 | 40 | 4.7% |
| 7.75 | 39 | 4.6% |
| 7.8958 | 32 | 3.8% |
| 26 | 29 | 3.4% |
| 7.2292 | 20 | 2.4% |
| 7.775 | 19 | 2.2% |
| 10.5 | 19 | 2.2% |
| 7.8542 | 15 | 1.8% |
| 26.55 | 15 | 1.8% |
| Other values (226) | 579 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 3.1708 | 1 | 0.1% |
| 4.0125 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 3 | 0.4% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 1 | 0.1% |
| 6.75 | 2 | 0.2% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 3 | |
| 262.375 | 6 | |
| 247.5208 | 1 | 0.1% |
| 227.525 | 4 | |
| 221.7792 | 3 | |
| 211.5 | 5 | |
| 211.3375 | 2 | 0.2% |
| 164.8667 | 3 | |
| 153.4625 | 2 | 0.2% |
| Distinct | 135 |
|---|---|
| Distinct (%) | 70.7% |
| Missing | 659 |
| Missing (%) | 77.5% |
| Memory size | 6.8 KiB |
| B57 B59 B63 B66 | 4 |
|---|---|
| D | 4 |
| C22 C26 | 4 |
| B96 B98 | 4 |
| G6 | 4 |
| Other values (130) |
Length
| Max length | 15 |
|---|---|
| Median length | 3 |
| Mean length | 3.832460733 |
| Min length | 1 |
Characters and Unicode
| Total characters | 732 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 94 ? |
|---|---|
| Unique (%) | 49.2% |
Sample
| 1st row | C82 |
|---|---|
| 2nd row | D15 |
| 3rd row | C50 |
| 4th row | E33 |
| 5th row | B57 B59 B63 B66 |
Common Values
| Value | Count | Frequency (%) |
| B57 B59 B63 B66 | 4 | 0.5% |
| D | 4 | 0.5% |
| C22 C26 | 4 | 0.5% |
| B96 B98 | 4 | 0.5% |
| G6 | 4 | 0.5% |
| F33 | 3 | 0.4% |
| C23 C25 C27 | 3 | 0.4% |
| A34 | 3 | 0.4% |
| C78 | 3 | 0.4% |
| C101 | 3 | 0.4% |
| Other values (125) | 156 | 18.4% |
| (Missing) | 659 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| f | 5 | 2.1% |
| b57 | 4 | 1.7% |
| c26 | 4 | 1.7% |
| g6 | 4 | 1.7% |
| b98 | 4 | 1.7% |
| b96 | 4 | 1.7% |
| b59 | 4 | 1.7% |
| c22 | 4 | 1.7% |
| b66 | 4 | 1.7% |
| b63 | 4 | 1.7% |
| Other values (142) | 194 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 76 | |
| B | 69 | 9.4% |
| 2 | 68 | 9.3% |
| 3 | 63 | 8.6% |
| 1 | 57 | 7.8% |
| 6 | 56 | 7.7% |
| 5 | 50 | 6.8% |
| 44 | 6.0% | |
| 4 | 38 | 5.2% |
| 8 | 33 | 4.5% |
| Other values (9) | 178 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 453 | |
| Uppercase Letter | 235 | |
| Space Separator | 44 | 6.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 68 | |
| 3 | 63 | |
| 1 | 57 | |
| 6 | 56 | |
| 5 | 50 | |
| 4 | 38 | |
| 8 | 33 | |
| 9 | 30 | |
| 7 | 30 | |
| 0 | 28 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 76 | |
| B | 69 | |
| D | 31 | |
| E | 27 | 11.5% |
| F | 12 | 5.1% |
| A | 12 | 5.1% |
| G | 7 | 3.0% |
| T | 1 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 44 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 497 | |
| Latin | 235 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 68 | |
| 3 | 63 | |
| 1 | 57 | |
| 6 | 56 | |
| 5 | 50 | |
| 44 | ||
| 4 | 38 | |
| 8 | 33 | |
| 9 | 30 | |
| 7 | 30 |
Latin
| Value | Count | Frequency (%) |
| C | 76 | |
| B | 69 | |
| D | 31 | |
| E | 27 | 11.5% |
| F | 12 | 5.1% |
| A | 12 | 5.1% |
| G | 7 | 3.0% |
| T | 1 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 732 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 76 | |
| B | 69 | 9.4% |
| 2 | 68 | 9.3% |
| 3 | 63 | 8.6% |
| 1 | 57 | 7.8% |
| 6 | 56 | 7.7% |
| 5 | 50 | 6.8% |
| 44 | 6.0% | |
| 4 | 38 | 5.2% |
| 8 | 33 | 4.5% |
| Other values (9) | 178 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 6.8 KiB |
| S | |
|---|---|
| C | |
| Q |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 849 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Q |
|---|---|
| 2nd row | S |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 589 | |
| C | 176 | 20.7% |
| Q | 84 | 9.9% |
| (Missing) | 1 | 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| s | 589 | |
| c | 176 | 20.7% |
| q | 84 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 589 | |
| C | 176 | 20.7% |
| Q | 84 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 849 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 589 | |
| C | 176 | 20.7% |
| Q | 84 | 9.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 849 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 589 | |
| C | 176 | 20.7% |
| Q | 84 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 849 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 589 | |
| C | 176 | 20.7% |
| Q | 84 | 9.9% |
| Distinct | 26 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 542 |
| Missing (%) | 63.8% |
| Memory size | 6.8 KiB |
| 4 | |
|---|---|
| C | |
| 13 | |
| 14 | |
| 15 | 19 |
| Other values (21) |
Length
| Max length | 7 |
|---|---|
| Median length | 1 |
| Mean length | 1.487012987 |
| Min length | 1 |
Characters and Unicode
| Total characters | 458 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 1.6% |
Sample
| 1st row | 13 |
|---|---|
| 2nd row | 4 |
| 3rd row | 10 |
| 4th row | C |
| 5th row | 8 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 25 | 2.9% |
| C | 24 | 2.8% |
| 13 | 23 | 2.7% |
| 14 | 23 | 2.7% |
| 15 | 19 | 2.2% |
| 10 | 18 | 2.1% |
| 16 | 18 | 2.1% |
| 9 | 18 | 2.1% |
| 11 | 16 | 1.9% |
| 3 | 16 | 1.9% |
| Other values (16) | 108 | 12.7% |
| (Missing) | 542 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| c | 26 | 8.2% |
| 4 | 25 | 7.9% |
| 13 | 25 | 7.9% |
| 14 | 23 | 7.3% |
| 15 | 22 | 7.0% |
| 16 | 19 | 6.0% |
| 9 | 19 | 6.0% |
| 10 | 18 | 5.7% |
| d | 16 | 5.1% |
| 11 | 16 | 5.1% |
| Other values (10) | 107 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 152 | |
| 4 | 48 | 10.5% |
| 3 | 41 | 9.0% |
| 5 | 36 | 7.9% |
| 6 | 31 | 6.8% |
| C | 26 | 5.7% |
| 2 | 20 | 4.4% |
| 9 | 19 | 4.1% |
| 0 | 18 | 3.9% |
| D | 16 | 3.5% |
| Other values (5) | 51 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 393 | |
| Uppercase Letter | 57 | 12.4% |
| Space Separator | 8 | 1.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 152 | |
| 4 | 48 | 12.2% |
| 3 | 41 | 10.4% |
| 5 | 36 | 9.2% |
| 6 | 31 | 7.9% |
| 2 | 20 | 5.1% |
| 9 | 19 | 4.8% |
| 0 | 18 | 4.6% |
| 7 | 15 | 3.8% |
| 8 | 13 | 3.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 26 | |
| D | 16 | |
| A | 10 | 17.5% |
| B | 5 | 8.8% |
Space Separator
| Value | Count | Frequency (%) |
| 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 401 | |
| Latin | 57 | 12.4% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 152 | |
| 4 | 48 | 12.0% |
| 3 | 41 | 10.2% |
| 5 | 36 | 9.0% |
| 6 | 31 | 7.7% |
| 2 | 20 | 5.0% |
| 9 | 19 | 4.7% |
| 0 | 18 | 4.5% |
| 7 | 15 | 3.7% |
| 8 | 13 | 3.2% |
Latin
| Value | Count | Frequency (%) |
| C | 26 | |
| D | 16 | |
| A | 10 | 17.5% |
| B | 5 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 458 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 152 | |
| 4 | 48 | 10.5% |
| 3 | 41 | 9.0% |
| 5 | 36 | 7.9% |
| 6 | 31 | 6.8% |
| C | 26 | 5.7% |
| 2 | 20 | 4.4% |
| 9 | 19 | 4.1% |
| 0 | 18 | 3.9% |
| D | 16 | 3.5% |
| Other values (5) | 51 | 11.1% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 777 |
| Missing (%) | 91.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165.8219178 |
| Minimum | 4 |
|---|---|
| Maximum | 328 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 15.2 |
| Q1 | 75 |
| median | 166 |
| Q3 | 260 |
| 95-th percentile | 310.2 |
| Maximum | 328 |
| Range | 324 |
| Interquartile range (IQR) | 185 |
Descriptive statistics
| Standard deviation | 99.06848676 |
|---|---|
| Coefficient of variation (CV) | 0.5974390362 |
| Kurtosis | -1.269968259 |
| Mean | 165.8219178 |
| Median Absolute Deviation (MAD) | 94 |
| Skewness | 0.03894268679 |
| Sum | 12105 |
| Variance | 9814.565068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 155 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 269 | 1 | 0.1% |
| 75 | 1 | 0.1% |
| 236 | 1 | 0.1% |
| 108 | 1 | 0.1% |
| 327 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| Other values (63) | 63 | 7.4% |
| (Missing) | 777 |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 7 | 1 | |
| 9 | 1 | |
| 14 | 1 | |
| 16 | 1 | |
| 19 | 1 | |
| 32 | 1 | |
| 37 | 1 | |
| 38 | 1 | |
| 45 | 1 |
| Value | Count | Frequency (%) |
| 328 | 1 | |
| 327 | 1 | |
| 314 | 1 | |
| 312 | 1 | |
| 309 | 1 | |
| 307 | 1 | |
| 306 | 1 | |
| 305 | 1 | |
| 304 | 1 | |
| 295 | 1 |
| Distinct | 272 |
|---|---|
| Distinct (%) | 58.6% |
| Missing | 386 |
| Missing (%) | 45.4% |
| Memory size | 6.8 KiB |
| New York, NY | 36 |
|---|---|
| Cornwall / Akron, OH | 7 |
| London | 7 |
| Wiltshire, England Niagara Falls, NY | 6 |
| Montreal, PQ | 6 |
| Other values (267) |
Length
| Max length | 50 |
|---|---|
| Median length | 38.5 |
| Mean length | 19.29310345 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8952 |
|---|---|
| Distinct characters | 55 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 180 ? |
|---|---|
| Unique (%) | 38.8% |
Sample
| 1st row | Croatia |
|---|---|
| 2nd row | Cornwall / Akron, OH |
| 3rd row | Barre, Co Washington, VT |
| 4th row | Finland / Washington, DC |
| 5th row | Elkins Park, PA |
Common Values
| Value | Count | Frequency (%) |
| New York, NY | 36 | 4.2% |
| Cornwall / Akron, OH | 7 | 0.8% |
| London | 7 | 0.8% |
| Wiltshire, England Niagara Falls, NY | 6 | 0.7% |
| Montreal, PQ | 6 | 0.7% |
| Sweden Winnipeg, MN | 6 | 0.7% |
| Philadelphia, PA | 6 | 0.7% |
| Brooklyn, NY | 5 | 0.6% |
| Bryn Mawr, PA | 4 | 0.5% |
| Ireland New York, NY | 4 | 0.5% |
| Other values (262) | 377 | |
| (Missing) | 386 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ny | 104 | 7.1% |
| 103 | 7.0% | |
| new | 72 | 4.9% |
| york | 67 | 4.5% |
| england | 65 | 4.4% |
| pa | 30 | 2.0% |
| london | 26 | 1.8% |
| sweden | 25 | 1.7% |
| nj | 21 | 1.4% |
| il | 20 | 1.4% |
| Other values (361) | 942 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1014 | 11.3% | |
| n | 651 | 7.3% |
| o | 576 | 6.4% |
| a | 547 | 6.1% |
| e | 543 | 6.1% |
| , | 535 | 6.0% |
| r | 482 | 5.4% |
| l | 362 | 4.0% |
| i | 346 | 3.9% |
| t | 316 | 3.5% |
| Other values (45) | 3580 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5532 | |
| Uppercase Letter | 1748 | 19.5% |
| Space Separator | 1014 | 11.3% |
| Other Punctuation | 641 | 7.2% |
| Dash Punctuation | 17 | 0.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 262 | |
| Y | 177 | 10.1% |
| S | 123 | 7.0% |
| M | 115 | 6.6% |
| C | 108 | 6.2% |
| P | 102 | 5.8% |
| A | 101 | 5.8% |
| I | 95 | 5.4% |
| B | 86 | 4.9% |
| E | 85 | 4.9% |
| Other values (15) | 494 |
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 651 | |
| o | 576 | |
| a | 547 | |
| e | 543 | |
| r | 482 | 8.7% |
| l | 362 | 6.5% |
| i | 346 | 6.3% |
| t | 316 | 5.7% |
| d | 268 | 4.8% |
| s | 214 | 3.9% |
| Other values (14) | 1227 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 535 | |
| / | 104 | 16.2% |
| ' | 1 | 0.2% |
| ? | 1 | 0.2% |
Space Separator
| Value | Count | Frequency (%) |
| 1014 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 17 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7280 | |
| Common | 1672 | 18.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 651 | 8.9% |
| o | 576 | 7.9% |
| a | 547 | 7.5% |
| e | 543 | 7.5% |
| r | 482 | 6.6% |
| l | 362 | 5.0% |
| i | 346 | 4.8% |
| t | 316 | 4.3% |
| d | 268 | 3.7% |
| N | 262 | 3.6% |
| Other values (39) | 2927 |
Common
| Value | Count | Frequency (%) |
| 1014 | ||
| , | 535 | |
| / | 104 | 6.2% |
| - | 17 | 1.0% |
| ' | 1 | 0.1% |
| ? | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8952 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1014 | 11.3% | |
| n | 651 | 7.3% |
| o | 576 | 6.4% |
| a | 547 | 6.1% |
| e | 543 | 6.1% |
| , | 535 | 6.0% |
| r | 482 | 5.4% |
| l | 362 | 4.0% |
| i | 346 | 3.9% |
| t | 316 | 3.5% |
| Other values (45) | 3580 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3682352941 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 537 |
| Zeros (%) | 63.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4826096523 |
|---|---|
| Coefficient of variation (CV) | 1.310601292 |
| Kurtosis | -1.704436332 |
| Mean | 0.3682352941 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5473387077 |
| Sum | 313 |
| Variance | 0.2329120765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 537 | |
| 1 | 313 |
| Value | Count | Frequency (%) |
| 0 | 537 | |
| 1 | 313 |
| Value | Count | Frequency (%) |
| 1 | 313 | |
| 0 | 537 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| passenger_id | pclass | name | sex | age | sibsp | parch | ticket | fare | cabin | embarked | boat | body | home.dest | survived | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1216 | 3 | Smyth, Miss. Julia | female | NaN | 0 | 0 | 335432 | 7.7333 | NaN | Q | 13 | NaN | NaN | 1 |
| 1 | 699 | 3 | Cacic, Mr. Luka | male | 38.0 | 0 | 0 | 315089 | 8.6625 | NaN | S | NaN | NaN | Croatia | 0 |
| 2 | 1267 | 3 | Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) | female | 30.0 | 1 | 1 | 345773 | 24.1500 | NaN | S | NaN | NaN | NaN | 0 |
| 3 | 449 | 2 | Hocking, Mrs. Elizabeth (Eliza Needs) | female | 54.0 | 1 | 3 | 29105 | 23.0000 | NaN | S | 4 | NaN | Cornwall / Akron, OH | 1 |
| 4 | 576 | 2 | Veal, Mr. James | male | 40.0 | 0 | 0 | 28221 | 13.0000 | NaN | S | NaN | NaN | Barre, Co Washington, VT | 0 |
| 5 | 1083 | 3 | Olsen, Mr. Henry Margido | male | 28.0 | 0 | 0 | C 4001 | 22.5250 | NaN | S | NaN | 173.0 | NaN | 0 |
| 6 | 898 | 3 | Johnson, Mr. William Cahoone Jr | male | 19.0 | 0 | 0 | LINE | 0.0000 | NaN | S | NaN | NaN | NaN | 0 |
| 7 | 560 | 2 | Sinkkonen, Miss. Anna | female | 30.0 | 0 | 0 | 250648 | 13.0000 | NaN | S | 10 | NaN | Finland / Washington, DC | 1 |
| 8 | 1079 | 3 | Ohman, Miss. Velin | female | 22.0 | 0 | 0 | 347085 | 7.7750 | NaN | S | C | NaN | NaN | 1 |
| 9 | 908 | 3 | Jussila, Miss. Mari Aina | female | 21.0 | 1 | 0 | 4137 | 9.8250 | NaN | S | NaN | NaN | NaN | 0 |
Last rows
| passenger_id | pclass | name | sex | age | sibsp | parch | ticket | fare | cabin | embarked | boat | body | home.dest | survived | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 840 | 1256 | 3 | Touma, Master. Georges Youssef | male | 7.0 | 1 | 1 | 2650 | 15.2458 | NaN | C | C | NaN | NaN | 1 |
| 841 | 208 | 1 | Minahan, Mrs. William Edward (Lillian E Thorpe) | female | 37.0 | 1 | 0 | 19928 | 90.0000 | C78 | Q | 14 | NaN | Fond du Lac, WI | 1 |
| 842 | 709 | 3 | Carr, Miss. Helen "Ellen" | female | 16.0 | 0 | 0 | 367231 | 7.7500 | NaN | Q | 16 | NaN | Co Longford, Ireland New York, NY | 1 |
| 843 | 1288 | 3 | Wiklund, Mr. Jakob Alfred | male | 18.0 | 1 | 0 | 3101267 | 6.4958 | NaN | S | NaN | 314.0 | NaN | 0 |
| 844 | 165 | 1 | Hoyt, Mr. Frederick Maxfield | male | 38.0 | 1 | 0 | 19943 | 90.0000 | C93 | S | D | NaN | New York, NY / Stamford CT | 1 |
| 845 | 158 | 1 | Hipkins, Mr. William Edward | male | 55.0 | 0 | 0 | 680 | 50.0000 | C39 | S | NaN | NaN | London / Birmingham | 0 |
| 846 | 174 | 1 | Kent, Mr. Edward Austin | male | 58.0 | 0 | 0 | 11771 | 29.7000 | B37 | C | NaN | 258.0 | Buffalo, NY | 0 |
| 847 | 467 | 2 | Kantor, Mrs. Sinai (Miriam Sternin) | female | 24.0 | 1 | 0 | 244367 | 26.0000 | NaN | S | 12 | NaN | Moscow / Bronx, NY | 1 |
| 848 | 1112 | 3 | Peacock, Miss. Treasteall | female | 3.0 | 1 | 1 | SOTON/O.Q. 3101315 | 13.7750 | NaN | S | NaN | NaN | NaN | 0 |
| 849 | 425 | 2 | Greenberg, Mr. Samuel | male | 52.0 | 0 | 0 | 250647 | 13.0000 | NaN | S | NaN | 19.0 | Bronx, NY | 0 |